Decentralized AI Marketplace: A Blockchain-Based Platform for Secure Model Sharing

Authors

  • Prof. Kant Kamal Author

Abstract

The demand for AI models across industries has led to the development of various platforms for model sharing and monetization. However, these centralized platforms often pose security and trust challenges. This paper proposes a decentralized AI marketplace, built on blockchain technology, where AI models can be securely shared, traded, and utilized without relying on a central authority. The marketplace utilizes smart contracts to enforce fair transactions, ensuring that both model providers and consumers are protected from fraud. Furthermore, blockchain's immutability guarantees the authenticity of shared models, preventing tampering and unauthorized modifications. The proposed marketplace also includes a reputation system that incentivizes quality contributions and penalizes malicious actors. Through extensive simulations, we demonstrate the effectiveness of the decentralized marketplace in promoting trust, security, and transparency in AI model exchange, making it a viable alternative to traditional centralized platforms.

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References

Chiu, C., & Lin, Y. (2020). Blockchain technology and its applications in financial sectors: A review. Journal of Financial Technology, 12(3), 145-162. https://doi.org/10.1016/j.fintech.2020.04.001

Satish, S., Meduri, K., Nadella, G. S., & Gonaygunta, H. (2022). Developing a Decentralized AI Model Training Framework Using Blockchain Technology. International Meridian Journal, 4(4), 1-20.

Satish, S., Nadella, G. S., Meduri, K., & Gonaygunta, H. (2022). Collaborative Machine Learning without Centralized Training Data for Federated Learning. International Machine Learning Journal and Computer Engineering, 5(5), 1-14.

Das, M. L., & Sahoo, S. R. (2019). AI-enhanced blockchain for supply chain management: Challenges and opportunities. Journal of Supply Chain Management, 9(2), 117-130. https://doi.org/10.1016/j.scm.2019.03.002

Dhillon, V., Metcalf, D., & Hooper, M. (2017). Blockchain-enabled applications: Understand the blockchain ecosystem and how to make it work for you. Apress. https://doi.org/10.1007/978-1-4842-3081-7

Esposito, C., De Benedictis, A., & Antonelli, F. (2019). Decentralized AI using blockchain: A new paradigm for secure and scalable data sharing. IEEE Transactions on Emerging Topics in Computing, 7(1), 120-131. https://doi.org/10.1109/TETC.2017.2764459

Gatteschi, V., Lamberti, F., Demartini, C., Pranteda, C., & Santamaria, V. (2018). Blockchain and smart contracts for insurance: Is the technology mature enough? Future Internet, 10(2), 20-31. https://doi.org/10.3390/fi10020020

Published

2023-10-13

Issue

Section

Articles

How to Cite

Decentralized AI Marketplace: A Blockchain-Based Platform for Secure Model Sharing. (2023). International Journal of Holistic Management Perspectives, 4(4). https://injmr.com/index.php/IJHMP/article/view/88